Machine Unlearning on CIFAR-10 (test, bird class only)
100Forgetting Accuracy (Class)AdvNegGrad
Evaluation results
| Method | Links | |
|---|---|---|
| AdvNegGradStatus=Restored, Layer=82026.02 | 100 | |
| AdvNegGradStatus=Restored, Layer=92026.02 | 100 | |
| AdvNegGradStatus=Restored, Layer=102026.02 | 100 | |
| RandomLabelStatus=Restored, Layer=82026.02 | 100 | |
| RandomLabelStatus=Restored, Layer=92026.02 | 100 | |
| RandomLabelStatus=Restored, Layer=102026.02 | 100 | |
| SCRUBStatus=Restored, Layer=82026.02 | 100 | |
| SCRUBStatus=Restored, Layer=92026.02 | 100 | |
| SCRUBStatus=Restored, Layer=102026.02 | 100 | |
| RetrainStatus=Restored, Layer=92026.02 | 99.6 | |
| RetrainStatus=Restored, Layer=102026.02 | 99.4 | |
| L1-SparseStatus=Restored, Layer=102026.02 | 99.4 | |
| L1-SparseStatus=Restored, Layer=92026.02 | 99.1 | |
| L1-SparseStatus=Restored, Layer=82026.02 | 97.6 | |
| SalUnStatus=Restored, Layer=102026.02 | 96.3 | |
| RetrainStatus=Restored, Layer=82026.02 | 95.7 | |
| FinetuneStatus=Restored, Layer=102026.02 | 94 | |
| UNSIRStatus=Restored, Layer=92026.02 | 86.7 | |
| UNSIRStatus=Restored, Layer=102026.02 | 86.7 | |
| SalUnStatus=Restored, Layer=92026.02 | 72.8 | |
| SalUnStatus=Restored, Layer=82026.02 | 63.3 | |
| FinetuneStatus=Restored, Layer=92026.02 | 51.3 | |
| SSDStatus=Restored, Layer=102026.02 | 48.3 | |
| FinetuneStatus=Unlearned2026.02 | 46.9 | |
| FinetuneStatus=Restored, Layer=82026.02 | 45.9 | |
| UNSIRStatus=Restored, Layer=82026.02 | 38.5 | |
| CF-KStatus=Restored, Layer=102026.02 | 27.2 | |
| SSDStatus=Restored, Layer=92026.02 | 26.4 | |
| CF-KStatus=Unlearned2026.02 | 12.2 | |
| Bad-TStatus=Unlearned2026.02 | 9.5 | |
| SCRUBStatus=Unlearned2026.02 | 6 | |
| SSDStatus=Restored, Layer=82026.02 | 2.2 | |
| SSDStatus=Unlearned2026.02 | 1.3 | |
| CF-KStatus=Restored, Layer=92026.02 | 0.9 | |
| Bad-TStatus=Restored, Layer=92026.02 | 0.6 | |
| Bad-TStatus=Restored, Layer=82026.02 | 0.5 | |
| CF-KStatus=Restored, Layer=82026.02 | 0.1 | |
| RetrainStatus=Unlearned2026.02 | 0 | |
| AdvNegGradStatus=Unlearned2026.02 | 0 | |
| RandomLabelStatus=Unlearned2026.02 | 0 | |
| Bad-TStatus=Restored, Layer=102026.02 | 0 | |
| SalUnStatus=Unlearned2026.02 | 0 | |
| EU-KStatus=Unlearned2026.02 | 0 | |
| EU-KStatus=Restored, Layer=82026.02 | 0 | |
| EU-KStatus=Restored, Layer=92026.02 | 0 | |
| EU-KStatus=Restored, Layer=102026.02 | 0 | |
| L1-SparseStatus=Unlearned2026.02 | 0 | |
| UNSIRStatus=Unlearned2026.02 | 0 |